Update README.md

README.md

@@ -207,17 +207,6 @@ This is the dataset for the [ICDAR 2025 Competition on Comics Understanding in t
 Please, check out our [🚀 arxiv paper 🚀](https://arxiv.org/abs/2503.08561) for more information 😊 
 The competition is hosted in the [Robust Reading Competition website](https://rrc.cvc.uab.es/?ch=31&com=introduction) and the leaderboard is available [here](https://rrc.cvc.uab.es/?ch=31&com=evaluation).
 
-## Citation
-If you use the dataset, please cite our work :
-```bibtex
-@article{vivoli2025comicspap,
-  title={ComicsPAP: understanding comic strips by picking the correct panel}, 
-  author={Emanuele Vivoli and Artemis Llabrés and Mohamed Ali Soubgui and Marco Bertini and Ernest Valveny Llobet and Dimosthenis Karatzas},
-  journal={arXiv preprint arXiv:2503.08561},
-  year={2025},
-}
-```
-
 The dataset contains five subtask or skills:
 
 <details>
@@ -540,3 +529,14 @@ Baselines on the validation set using single images:
 | Qwen2.5-VL-72B (Zero-Shot) | [Qwen/Qwen2.5-VL-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-72B-Instruct) |        46.88         |          53.84          |       23.66        |      55.60       |         38.17         |   41.27   |
 | Qwen2.5-VL-3B (Lora Fine-Tuned) | [VLR-CVC/Qwen2.5-VL-3B-Instruct-lora-ComicsPAP](https://huggingface.co/VLR-CVC/Qwen2.5-VL-3B-Instruct-lora-ComicsPAP) | 62.21 | **93.01** | **42.33** | 63.71 | 35.49 | 55.55 |
 | Qwen2.5-VL-7B (Lora Fine-Tuned) | [VLR-CVC/Qwen2.5-VL-7B-Instruct-lora-ComicsPAP](https://huggingface.co/VLR-CVC/Qwen2.5-VL-7B-Instruct-lora-ComicsPAP) | **69.08** | **93.01** | 42.00 | **74.90** | **49.62** | **62.31** |
+
+## Citation
+If you use the dataset, please cite our work :
+```bibtex
+@article{vivoli2025comicspap,
+  title={ComicsPAP: understanding comic strips by picking the correct panel}, 
+  author={Emanuele Vivoli and Artemis Llabrés and Mohamed Ali Soubgui and Marco Bertini and Ernest Valveny Llobet and Dimosthenis Karatzas},
+  journal={arXiv preprint arXiv:2503.08561},
+  year={2025},
+}
+```